Udacity Nano Degree Resources 🙇🏻

Project 1: Writing a Data Scientist Blog Post 📝

Project Notebook/Blog Link:

• Notebook Link: https://github.com/mishra-atul5001/udacity-DS-nano-degree/blob/main/World%20Energy%20Consumption.ipynb
• Blog Link: https://medium.com/@mishra5001/quick-ml-hands-on-time-series-eda-5be93eeda4ae

Motivation of the Project:

• Introductory aproach towards Data Science CRISP-DM Framework in pratical use. This project enlightens towards the technology and how the same could be used to solve a real world problem of Diabetes.

Libraries used:

• sklearn -> For Modelling and evaluating Model performance
• pandas | numpy -> For data loading and Manipulation to make it modelling ready.
• seaborn | matplotlib -> For vizualization purpose.
• fbprophet -> Time Series Modelling

Necessary files inside the folder:

• Ipynb notebook demonstrating the project problem statement and respective approach + solution
• CSV file containing dataset
• ZIP file containing the dataset CSV.

Project 2: Creating a Disaster Response Pipeline from Scratch 🙊

Project Notebook/Blog Link:

• Repo link: https://github.com/mishra-atul5001/udacity-DS-nano-degree/tree/main/Disaster-Response-Pipeline

Motivation of the Project:

• Introductory aproach towards Data Science modelling including Pre-processing and Modelling of a Natural Language Processing problem Statement

Project 4: Tweet Sentiment Extraction 🐥

Project Notebook/Blog Link:

• Repo link: https://github.com/mishra-atul5001/udacity-DS-nano-degree/tree/main/Capstone%20Project
• Blog Link: https://medium.com/@mishra5001/twitter-sentiment-extraction-spacy-ner-3ddd323c6b2e

Motivation of the Project:

• Finding words or phrases influencing SENTIMENTs. Textual data with NER entities and Spacy modelling